2026-04-01 B3.xlsx

Evidence overview

One sample, linked to its full context

This record preserves the published source signal and applies the dataset's staff-approved normalization policy on demand. Control overlays are shown by default when compatible controls exist.

Organism: Klebsiella oxytoca
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Klebsiella oxytoca | Run: 2026-04-01 inc5 | Role: sample

Public scientific provenance

The public record includes the dataset, run, medium, sample role, published inclusion and preprocessing context, channel design, manufacturer, and platform. Physical sensor IDs, internal array IDs, private manufacturing fields, file paths, and review notes remain protected.

View run and inclusion details

Run and Inclusion Provenance

Run folder	2026-04-01 inc5	Run date	2026-04-01
Media	LB	Incubator	inc5
Well file	2026-04-01 B3.xlsx	Well ID	B3
Sample role	sample	Sample status	mapped_sample
Main analysis included	False	Red/pink flag	False
LW65 problem flag	False	Source group
Strain source	ATCC 700324	Preprocessing	good_data_r0_90_120
Baseline window	90-120 minutes	Feature window	120-2520 minutes

View sensor and manufacturing details

Sensor and Manufacturing Provenance

Channel	Paper label	Manufacturer
LW60	Mapping not established	Not specified
LW61	Mapping not established	Not specified
LW62	Mapping not established	Not specified
LW63	Mapping not established	Not specified
LW64	Mapping not established	Not specified
LW65	Mapping not established	Not specified

View derived sensor features

Sensor Features

Sensor	Feature	Value	Window
LW60	auc_norm	17.50654	2.0-42.0 h
LW60	end_norm	0.60967	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.64510	2.0-42.0 h
LW60	max_norm	0.64510	2.0-42.0 h
LW60	min_norm	0.00076	2.0-42.0 h
LW60	pct_abnormal_rows	0.00000	2.0-42.0 h
LW60	pct_missing_norm	0.00000	2.0-42.0 h
LW60	pct_saturated_rows	0.00000	2.0-42.0 h
LW60	slope_norm	0.01794	2.0-42.0 h
LW61	auc_norm	32.42556	2.0-42.0 h
LW61	end_norm	1.12669	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	1.16028	2.0-42.0 h
LW61	max_norm	1.16028	2.0-42.0 h
LW61	min_norm	0.01478	2.0-42.0 h
LW61	pct_abnormal_rows	0.00000	2.0-42.0 h
LW61	pct_missing_norm	0.00000	2.0-42.0 h
LW61	pct_saturated_rows	0.00000	2.0-42.0 h
LW61	slope_norm	0.02986	2.0-42.0 h
LW62	auc_norm		2.0-42.0 h
LW62	end_norm		2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm		2.0-42.0 h
LW62	max_norm		2.0-42.0 h
LW62	min_norm		2.0-42.0 h
LW62	pct_abnormal_rows	0.27046	2.0-42.0 h
LW62	pct_missing_norm	1.00000	2.0-42.0 h
LW62	pct_saturated_rows	0.22822	2.0-42.0 h
LW62	slope_norm		2.0-42.0 h
LW63	auc_norm		2.0-42.0 h
LW63	end_norm		2.0-42.0 h
LW63	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW63	max_abs_norm		2.0-42.0 h
LW63	max_norm		2.0-42.0 h
LW63	min_norm		2.0-42.0 h
LW63	pct_abnormal_rows	0.29959	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.19728	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	1.83450	2.0-42.0 h
LW64	end_norm	0.05960	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.07016	2.0-42.0 h
LW64	max_norm	0.07016	2.0-42.0 h
LW64	min_norm	0.00278	2.0-42.0 h
LW64	pct_abnormal_rows	0.00000	2.0-42.0 h
LW64	pct_missing_norm	0.00000	2.0-42.0 h
LW64	pct_saturated_rows	0.00000	2.0-42.0 h
LW64	slope_norm	0.00011	2.0-42.0 h
LW65	auc_norm	12.60927	2.0-42.0 h
LW65	end_norm	0.45758	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.46348	2.0-42.0 h
LW65	max_norm	0.46348	2.0-42.0 h
LW65	min_norm	0.00488	2.0-42.0 h
LW65	pct_abnormal_rows	0.00000	2.0-42.0 h
LW65	pct_missing_norm	0.00000	2.0-42.0 h
LW65	pct_saturated_rows	0.00000	2.0-42.0 h
LW65	slope_norm	0.01229	2.0-42.0 h

Staff-approved calculation

Normalization Policy

The normalized plot is calculated on demand with the policy saved for this dataset. Visitors may choose channels and control visibility, but only authorized staff can change the scientific calculation. Stored source measurements are never overwritten.

Saved dataset policy

Stored max-absolute-scaled response

Uses clean resistance and a mean baseline from 0.3 to 1 hours, then divides the signed baseline-relative response by the maximum absolute value of its sample-by-sensor trace. Values are dimensionless and bounded from -1 to 1. This policy applies to every public normalized view of LB-v0.

x = (clean signal - mean R0) / abs(mean R0); y = x / max(|x|), per sample and sensor trace

Source: Clean signal · Baseline: Mean 0.30–1 h · Calculated from 540 source points

Control overlay: mean of 8 control samples matched from the same dataset batch. Dashed lines are controls; solid lines are this sample.

View per-sensor baseline diagnostics and readiness

Per-Sensor Baseline Diagnostics

Ready means the selected source has enough valid baseline points for this strategy. A warning explains why a channel could not be calculated.

Sensor	Baseline points	Center	Standard deviation	Status
LW60	5	8690.68545	148.02731	Ready
LW65	5	8579.05818	196.29221	Ready

Compare every normalization strategy

Stored max-absolute-scaled response

x = (clean signal - mean R0) / abs(mean R0); y = x / max(|x|), per sample and sensor trace

Calculates a signed response from the approved baseline window, then preserves its sign and shape while scaling each trace to the interval [-1, 1].

Use with care: Because each trace is scaled independently, response magnitude cannot be compared between samples or sensor channels.

Imported baseline-normalized

Use the normalized value supplied with the published dataset

Reproduces the source dataset's stored response without recalculating a baseline.

Use with care: The source pipeline and baseline definition may differ between datasets; inspect dataset provenance before comparing values.

Source signal (no normalization)

y = raw or clean signal

Shows the selected source measurement as stored, with no baseline transformation.

Use with care: Absolute sensor levels can differ across channels and arrays, so magnitude alone is not a cross-sensor comparison.

Absolute baseline-relative change

|ΔR/R₀| = |R(t) − R₀| / |R₀|

Reports the size of change from the baseline while ignoring direction.

Use with care: A missing or near-zero baseline cannot produce a stable value.

Signed baseline-relative change

ΔR/R₀ = (R(t) − R₀) / |R₀|

Preserves whether the signal rises or falls relative to the baseline.

Use with care: A missing or near-zero baseline cannot produce a stable value.

Baseline ratio

R(t) / R₀

Expresses each measurement as a multiple of its baseline level.

Use with care: Ratios become unstable when the baseline is close to zero.

Baseline z-score

z = (R(t) − center(R₀)) / sd(R₀)

Expresses change in units of baseline variability for that sensor.

Use with care: Requires at least two variable baseline observations.

Raw Signal Plot

Immutable source signal

Direct resistance evidence before normalization.

Line pattern identifies channel and control role; color is supplementary.

X: elapsed time (hours), linear scaleY: raw resistance (Ω), linear scale

Channel and role	Visual style	Elapsed time range	Raw resistance range
LW60	Solid sample line	0.00–67.83 h	5231.72–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	5231.72–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	5231.72–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	5231.72–48539.60 Ω

Configured Normalized Time-Series Plot

On-demand normalized signal

Stored max-absolute-scaled response; stored raw measurements are unchanged.

Line pattern identifies channel and control role; color is supplementary.

X: elapsed time (hours), linear scaleY: Max-absolute-scaled response (dimensionless), linear scale

Channel and role	Visual style	Elapsed time range	Max-absolute-scaled response range
LW60	Solid sample line	0.00–67.83 h	-1.00000–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	-1.00000–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	-1.00000–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	-1.00000–1.00000 dimensionless

Selected-Sensor Time-Series Preview

The displayed value follows the selected strategy. Imported and source values remain available for provenance.

View 160 selected-sensor source values

Sensor	Elapsed h	Displayed value	Imported normalized	R0	Raw	Clean	Baseline valid
LW60	0.00	-0.44746	-0.44746	8972.20	5974.82	5974.82	True
LW60	0.17	-0.07369	-0.07369	8972.20	8243.40	8243.40	True
LW60	0.33	-0.03570	-0.03570	8972.20	8474.00	8474.00	True
LW60	0.50	-0.01161	-0.01161	8972.20	8620.20	8620.20	True
LW60	0.67	0.00501	0.00501	8972.20	8721.10	8721.10	True
LW60	0.83	0.01615	0.01615	8972.20	8788.73	8788.73	True
LW60	1.00	0.02615	0.02615	8972.20	8849.40	8849.40	True
LW60	1.17	0.03391	0.03391	8972.20	8896.50	8896.50	True
LW60	1.33	0.03949	0.03949	8972.20	8930.40	8930.40	True
LW60	1.50	0.04492	0.04492	8972.20	8963.30	8963.30	True
LW60	1.67	0.04526	0.04526	8972.20	8965.40	8965.40	True
LW60	1.83	0.04753	0.04753	8972.20	8979.18	8979.18	True
LW60	2.00	0.04750	0.04750	8972.20	8979.00	8979.00	True
LW60	2.17	0.04793	0.04793	8972.20	8981.60	8981.60	True
LW60	2.33	0.04948	0.04948	8972.20	8991.00	8991.00	True
LW60	2.50	0.05073	0.05073	8972.20	8998.60	8998.60	True
LW60	2.67	0.05149	0.05149	8972.20	9003.20	9003.20	True
LW60	2.83	0.05301	0.05301	8972.20	9012.45	9012.45	True
LW60	3.00	0.05357	0.05357	8972.20	9015.80	9015.80	True
LW60	3.17	0.05544	0.05544	8972.20	9027.20	9027.20	True
LW60	3.33	0.05561	0.05561	8972.20	9028.20	9028.20	True
LW60	3.50	0.05544	0.05544	8972.20	9027.20	9027.20	True
LW60	3.67	0.05663	0.05663	8972.20	9034.40	9034.40	True
LW60	3.83	0.05948	0.05948	8972.20	9051.73	9051.73	True
LW60	4.00	0.06256	0.06256	8972.20	9070.40	9070.40	True
LW60	4.17	0.06614	0.06614	8972.20	9092.10	9092.10	True
LW60	4.33	0.07271	0.07271	8972.20	9132.00	9132.00	True
LW60	4.50	0.07937	0.07937	8972.20	9172.40	9172.40	True
LW60	4.67	0.08487	0.08487	8972.20	9205.80	9205.80	True
LW60	4.83	0.09360	0.09360	8972.20	9258.82	9258.82	True
LW60	5.00	0.10378	0.10378	8972.20	9320.60	9320.60	True
LW60	5.17	0.11446	0.11446	8972.20	9385.40	9385.40	True
LW60	5.33	0.12626	0.12626	8972.20	9457.00	9457.00	True
LW60	5.50	0.13733	0.13733	8972.20	9524.20	9524.20	True
LW60	5.67	0.14959	0.14959	8972.20	9598.60	9598.60	True
LW60	5.83	0.16184	0.16184	8972.20	9673.00	9673.00	True
LW60	6.00	0.17374	0.17374	8972.20	9745.20	9745.20	True
LW60	6.17	0.18521	0.18521	8972.20	9814.80	9814.80	True
LW60	6.33	0.19481	0.19481	8972.20	9873.10	9873.10	True
LW60	6.50	0.20280	0.20280	8972.20	9921.60	9921.60	True
LW60	6.67	0.20748	0.20748	8972.20	9950.00	9950.00	True
LW60	6.83	0.20962	0.20962	8972.20	9963.00	9963.00	True
LW60	7.00	0.21190	0.21190	8972.20	9976.80	9976.80	True
LW60	7.17	0.21630	0.21630	8972.20	10003.50	10003.50	True
LW60	7.33	0.21882	0.21882	8972.20	10018.80	10018.80	True
LW60	7.50	0.22310	0.22310	8972.20	10044.80	10044.80	True
LW60	7.67	0.22742	0.22742	8972.20	10071.00	10071.00	True
LW60	7.83	0.23119	0.23119	8972.20	10093.91	10093.91	True
LW60	8.00	0.23582	0.23582	8972.20	10122.00	10122.00	True
LW60	8.17	0.23944	0.23944	8972.20	10144.00	10144.00	True
LW60	8.33	0.24459	0.24459	8972.20	10175.20	10175.20	True
LW60	8.50	0.24735	0.24735	8972.20	10192.00	10192.00	True
LW60	8.67	0.25225	0.25225	8972.20	10221.70	10221.70	True
LW60	8.83	0.25528	0.25528	8972.20	10240.09	10240.09	True
LW60	9.00	0.25828	0.25828	8972.20	10258.30	10258.30	True
LW60	9.17	0.26225	0.26225	8972.20	10282.40	10282.40	True
LW60	9.33	0.26670	0.26670	8972.20	10309.40	10309.40	True
LW60	9.50	0.27101	0.27101	8972.20	10335.60	10335.60	True
LW60	9.67	0.27431	0.27431	8972.20	10355.60	10355.60	True
LW60	9.83	0.28081	0.28081	8972.20	10395.09	10395.09	True
LW60	10.00	0.28759	0.28759	8972.20	10436.20	10436.20	True
LW60	10.17	0.29080	0.29080	8972.20	10455.70	10455.70	True
LW60	10.33	0.29695	0.29695	8972.20	10493.00	10493.00	True
LW60	10.50	0.30283	0.30283	8972.20	10528.70	10528.70	True
LW60	10.67	0.30973	0.30973	8972.20	10570.60	10570.60	True
LW60	10.83	0.31522	0.31522	8972.20	10603.91	10603.91	True
LW60	11.00	0.32056	0.32056	8972.20	10636.30	10636.30	True
LW60	11.17	0.32537	0.32537	8972.20	10665.50	10665.50	True
LW60	11.33	0.32990	0.32990	8972.20	10693.00	10693.00	True
LW60	11.50	0.33507	0.33507	8972.20	10724.40	10724.40	True
LW60	11.67	0.34234	0.34234	8972.20	10768.50	10768.50	True
LW60	11.83	0.34857	0.34857	8972.20	10806.36	10806.36	True
LW60	12.00	0.35779	0.35779	8972.20	10862.30	10862.30	True
LW60	12.17	0.36598	0.36598	8972.20	10912.00	10912.00	True
LW60	12.33	0.37514	0.37514	8972.20	10967.60	10967.60	True
LW60	12.50	0.38461	0.38461	8972.20	11025.10	11025.10	True
LW60	12.67	0.39344	0.39344	8972.20	11078.70	11078.70	True
LW60	12.83	0.40287	0.40287	8972.20	11135.91	11135.91	True
LW60	13.00	0.41132	0.41132	8972.20	11187.20	11187.20	True
LW60	13.17	0.41985	0.41985	8972.20	11239.00	11239.00	True
LW65	0.00	-0.57095	-0.57095	9037.77	5925.55	5925.55	True
LW65	0.17	-0.13604	-0.13604	9037.77	7946.80	7946.80	True
LW65	0.33	-0.06052	-0.06052	9037.77	8297.80	8297.80	True
LW65	0.50	-0.02108	-0.02108	9037.77	8481.10	8481.10	True
LW65	0.67	0.00670	0.00670	9037.77	8610.20	8610.20	True
LW65	0.83	0.02798	0.02798	9037.77	8709.09	8709.09	True
LW65	1.00	0.04692	0.04692	9037.77	8797.10	8797.10	True
LW65	1.17	0.06221	0.06221	9037.77	8868.20	8868.20	True
LW65	1.33	0.07456	0.07456	9037.77	8925.60	8925.60	True
LW65	1.50	0.08670	0.08670	9037.77	8982.00	8982.00	True
LW65	1.67	0.09488	0.09488	9037.77	9020.00	9020.00	True
LW65	1.83	0.10252	0.10252	9037.77	9055.55	9055.55	True
LW65	2.00	0.10820	0.10820	9037.77	9081.90	9081.90	True
LW65	2.17	0.11274	0.11274	9037.77	9103.00	9103.00	True
LW65	2.33	0.11992	0.11992	9037.77	9136.40	9136.40	True
LW65	2.50	0.12259	0.12259	9037.77	9148.80	9148.80	True
LW65	2.67	0.12668	0.12668	9037.77	9167.80	9167.80	True
LW65	2.83	0.13200	0.13200	9037.77	9192.55	9192.55	True
LW65	3.00	0.13698	0.13698	9037.77	9215.70	9215.70	True
LW65	3.17	0.13939	0.13939	9037.77	9226.90	9226.90	True
LW65	3.33	0.14372	0.14372	9037.77	9247.00	9247.00	True
LW65	3.50	0.14712	0.14712	9037.77	9262.80	9262.80	True
LW65	3.67	0.14867	0.14867	9037.77	9270.00	9270.00	True
LW65	3.83	0.15338	0.15338	9037.77	9291.91	9291.91	True
LW65	4.00	0.15745	0.15745	9037.77	9310.80	9310.80	True
LW65	4.17	0.16123	0.16123	9037.77	9328.40	9328.40	True
LW65	4.33	0.16937	0.16937	9037.77	9366.20	9366.20	True
LW65	4.50	0.17548	0.17548	9037.77	9394.60	9394.60	True
LW65	4.67	0.18069	0.18069	9037.77	9418.80	9418.80	True
LW65	4.83	0.18898	0.18898	9037.77	9457.36	9457.36	True
LW65	5.00	0.19880	0.19880	9037.77	9503.00	9503.00	True
LW65	5.17	0.20913	0.20913	9037.77	9551.00	9551.00	True
LW65	5.33	0.22041	0.22041	9037.77	9603.40	9603.40	True
LW65	5.50	0.23435	0.23435	9037.77	9668.20	9668.20	True
LW65	5.67	0.24726	0.24726	9037.77	9728.20	9728.20	True
LW65	5.83	0.26073	0.26073	9037.77	9790.82	9790.82	True
LW65	6.00	0.27631	0.27631	9037.77	9863.20	9863.20	True
LW65	6.17	0.29038	0.29038	9037.77	9928.60	9928.60	True
LW65	6.33	0.30290	0.30290	9037.77	9986.80	9986.80	True
LW65	6.50	0.31491	0.31491	9037.77	10042.60	10042.60	True
LW65	6.67	0.32205	0.32205	9037.77	10075.80	10075.80	True
LW65	6.83	0.32855	0.32855	9037.77	10106.00	10106.00	True
LW65	7.00	0.33369	0.33369	9037.77	10129.90	10129.90	True
LW65	7.17	0.33879	0.33879	9037.77	10153.60	10153.60	True
LW65	7.33	0.34357	0.34357	9037.77	10175.80	10175.80	True
LW65	7.50	0.34972	0.34972	9037.77	10204.40	10204.40	True
LW65	7.67	0.35501	0.35501	9037.77	10229.00	10229.00	True
LW65	7.83	0.35971	0.35971	9037.77	10250.82	10250.82	True
LW65	8.00	0.36534	0.36534	9037.77	10277.00	10277.00	True
LW65	8.17	0.36965	0.36965	9037.77	10297.00	10297.00	True
LW65	8.33	0.37434	0.37434	9037.77	10318.80	10318.80	True
LW65	8.50	0.37743	0.37743	9037.77	10333.20	10333.20	True
LW65	8.67	0.38219	0.38219	9037.77	10355.30	10355.30	True
LW65	8.83	0.38647	0.38647	9037.77	10375.18	10375.18	True
LW65	9.00	0.38858	0.38858	9037.77	10385.00	10385.00	True
LW65	9.17	0.39224	0.39224	9037.77	10402.00	10402.00	True
LW65	9.33	0.39701	0.39701	9037.77	10424.20	10424.20	True
LW65	9.50	0.40007	0.40007	9037.77	10438.40	10438.40	True
LW65	9.67	0.40274	0.40274	9037.77	10450.80	10450.80	True
LW65	9.83	0.40648	0.40648	9037.77	10468.18	10468.18	True
LW65	10.00	0.41165	0.41165	9037.77	10492.20	10492.20	True
LW65	10.17	0.41276	0.41276	9037.77	10497.40	10497.40	True
LW65	10.33	0.41647	0.41647	9037.77	10514.60	10514.60	True
LW65	10.50	0.42111	0.42111	9037.77	10536.20	10536.20	True
LW65	10.67	0.42486	0.42486	9037.77	10553.60	10553.60	True
LW65	10.83	0.42796	0.42796	9037.77	10568.00	10568.00	True
LW65	11.00	0.43170	0.43170	9037.77	10585.40	10585.40	True
LW65	11.17	0.43428	0.43428	9037.77	10597.40	10597.40	True
LW65	11.33	0.43544	0.43544	9037.77	10602.80	10602.80	True
LW65	11.50	0.43897	0.43897	9037.77	10619.20	10619.20	True
LW65	11.67	0.43996	0.43996	9037.77	10623.80	10623.80	True
LW65	11.83	0.44507	0.44507	9037.77	10647.55	10647.55	True
LW65	12.00	0.44902	0.44902	9037.77	10665.90	10665.90	True
LW65	12.17	0.45388	0.45388	9037.77	10688.50	10688.50	True
LW65	12.33	0.45948	0.45948	9037.77	10714.50	10714.50	True
LW65	12.50	0.46329	0.46329	9037.77	10732.20	10732.20	True
LW65	12.67	0.46686	0.46686	9037.77	10748.80	10748.80	True
LW65	12.83	0.47070	0.47070	9037.77	10766.64	10766.64	True
LW65	13.00	0.47697	0.47697	9037.77	10795.80	10795.80	True
LW65	13.17	0.48110	0.48110	9037.77	10815.00	10815.00	True

This region contains a wide data table. Use horizontal scrolling to reveal additional columns when needed.

One sample, linked to its full context

Run and Inclusion Provenance

Sensor and Manufacturing Provenance

Sensor Features

Normalization Policy

Stored max-absolute-scaled response

Channels

Control display

Per-Sensor Baseline Diagnostics

Stored max-absolute-scaled response

Imported baseline-normalized

Source signal (no normalization)

Absolute baseline-relative change

Signed baseline-relative change

Baseline ratio

Baseline z-score

Raw Signal Plot

Immutable source signal

Configured Normalized Time-Series Plot

On-demand normalized signal

Selected-Sensor Time-Series Preview